Course material, 2nd semester a.y. 2022/2023, Dept. of Computer Science
- 11/02/2023: The course website is online. Welcome to DLAI 2022/23! The course will start on Tue 28th February.
Lecturer: Prof. Emanuele Rodolà
Assistants: Dr. Antonio Norelli, plus more TBD
When: Tuesdays 13:00--16:00 and Wednesdays 13:00--15:00
Where:
Physical classrooms: Aula Magna Edificio C RM111 (Tuesdays) and Aula Alfa RM062 (Wednesdays)
There is no virtual classroom, and the lectures will not be recorded.
Q & A: We will use a Discord server. More details during the first lessons.
Python fundamentals; calculus; linear algebra.
Due to the continuously evolving nature of the topic, there is no fixed textbook as a reference. Specific material in the form of scientific articles and book chapters will be given throughout the lectures.
In addition, here you can find some supplementary course notes.
Evaluation proceeds according to the following steps:
- A midterm self-evaluation test (optional, does not concur to the final grade)
- A final written exam (mandatory, accounts for 60% of the final grade)
- A project (mandatory, accounts for 40% of the final grade)
- An oral exam (optional, attributes at most 3 points, added to or subtracted from the final grade)
We may require an oral exam in doubtful cases or whenever necessary.
Here you can find some example sheets of past written exams:
Date | Topic | Reading | Code & Data |
---|---|---|---|
Tue 28 Feb | Introduction | slides | |
Wed 01 Mar | Data, features, and embeddings | slides ; linear algebra recap ; matrix notes | |
Tue 07 Mar | Tensors | [upcoming] | |
Wed 08 Mar | Linear regression, convexity, and gradients | slides |